Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "157"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 157 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 227 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 219 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_19351/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 157, Node 12:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.669156 -0.766608 7.434670 -1.112053 63.413595 -0.680447 1.985905 0.161435 0.7454 0.7808 0.2713 12.718860 18.735152
2459593 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.007428 -0.519383 -0.173141 -0.579225 -0.337419 1.038085 1.262216 1.183719 0.7200 0.7196 0.2616 6.357669 6.685399
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.246322 -0.963225 -0.384897 -0.564909 -1.136794 -0.162949 -1.752238 -0.147907 0.0322 0.0342 0.0007 nan nan
2459591 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.168490 -0.398070 0.132338 -0.898863 0.945259 0.042482 0.038169 0.189001 0.6526 0.6744 0.3781 8.281586 8.369830
2459590 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.860501 -0.665670 1.019777 -0.751394 1.855698 0.067160 0.136146 -0.324297 0.6551 0.6739 0.3715 6.212182 6.348600
2459589 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.659394 0.048050 11.624673 -0.610772 51.776253 0.034060 0.866231 0.172981 0.6759 0.6913 0.3051 8.307106 9.124696
2459588 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.601840 -1.227724 -0.308291 -0.601888 -0.501922 0.025456 0.547199 0.363574 0.7641 0.7568 0.2277 11.365715 11.306729
2459587 RF_maintenance 0.00% - - - 100.00% 0.00% -0.991025 -0.835417 -0.587428 -0.675461 0.391450 0.853959 -0.102762 -0.846858 nan nan nan 0.000000 0.000000
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 311.918935 311.872911 inf inf 13.744170 12.906064 655.615603 636.091726 nan nan nan 0.000000 0.000000
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.056717 -0.140358 3.573063 1.684226 6.776204 1.617204 1.698042 -0.297964 0.0348 0.0351 0.0010 0.000000 0.000000
2459584 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.085277 -0.732960 2.788597 2.129116 0.250454 0.826178 -0.446055 -0.594641 0.5964 0.6168 0.3689 19.125850 20.586527
2459583 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.134044 -1.158924 0.234895 0.239487 -0.256962 -0.556011 -0.243680 -0.008721 0.6537 0.6752 0.3912 4.358414 4.185901
2459582 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.106911 -0.937000 0.504525 0.196580 0.069170 -0.216842 -0.264218 -0.237673 0.6544 0.6740 0.3945 4.320464 3.634998
2459581 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.355416 -1.313668 -0.378147 0.453476 -0.442391 0.275326 -0.226216 -0.551872 0.6579 0.6774 0.3940 5.375215 4.957588
2459580 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.070709 -1.133693 0.657620 0.580600 -0.668458 -0.290945 -0.579739 -0.681882 0.6577 0.6774 0.3898 4.572831 4.257290
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.161215 0.348251 -0.351717 0.628116 0.511390 1.983628 0.747366 -1.564813 0.0328 0.0295 0.0016 nan nan
2459577 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.740041 -1.316868 -0.480511 0.310922 -0.329852 0.244505 -0.376274 -0.424057 0.6569 0.6774 0.3879 5.162420 5.136968
2459576 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.069223 -0.736549 -0.737100 -0.119846 53.013052 -0.139654 8.826813 -0.434627 0.6799 0.7004 0.3912 8.498620 8.308303
2459575 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.337488 -0.749212 2.844768 -0.145123 36.157836 -0.687870 0.745596 -0.441746 0.7258 0.7429 0.3461 7.668613 8.296089
2459574 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.036932 -0.877150 -0.144905 -0.268093 66.843385 -0.237033 14.910468 -0.623053 0.6724 0.6973 0.3870 7.006086 7.500165
2459573 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.672438 -0.691788 0.534062 0.834165 -0.244830 -0.061464 -0.179398 -0.086714 0.6692 0.6920 0.3929 4.829187 4.576599
2459572 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.134708 -1.044322 -0.473515 -0.073292 1.259932 -0.439587 0.292229 -0.367377 0.6803 0.7006 0.3888 5.406953 5.148952
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.948012 0.322385 1.051100 0.493000 220.690648 0.711857 4.499287 -1.305351 0.0344 0.0297 0.0021 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.730744 -0.940350 2.200052 0.059215 35.578524 -0.638028 4.232938 -0.263802 0.7345 0.7533 0.2629 5.119985 4.898903
2459566 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.135028 -1.086499 0.709943 0.273453 -0.200956 -0.210093 -0.116960 -0.722400 0.6620 0.6835 0.4108 3.853968 3.290386
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 1.033212 1.033212 1.033557 1.033557 0.000000 0.000000 0.000000 0.000000 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.332701 -0.949123 -0.816232 -0.285505 1.195322 1.262074 0.230800 0.192884 0.6763 0.6903 0.4063 3.155759 3.032530
2459563 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.726545 -0.048403 6.977802 16.611337 0.041295 0.649686 1.682628 0.691245 0.6753 0.6848 0.3949 4.227065 4.004896
2459562 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.773700 1.990283 -1.924343 1.155601 -2.611021 0.115558 -0.675345 -1.426448 0.6663 0.6685 0.3983 3.158813 2.889750
2459561 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.276110 3.681805 2.404120 2.325571 1.324515 1.100817 -2.361404 -2.503332 0.6502 0.6707 0.3846 2.963306 2.659174
2459560 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.244730 0.567405 0.080434 0.120808 -0.711887 -0.681339 -1.220080 -1.474927 0.6621 0.6833 0.4007 3.598251 3.288181
2459559 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.405784 -1.371354 -1.287384 -1.132325 -0.625083 -0.534298 0.049714 -0.307685 0.6728 0.6921 0.3959 3.335399 2.942143
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0309 0.0279 0.0010 nan nan
2459556 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.060609 -0.749636 1.107195 0.236487 1.686571 0.013296 0.140176 -0.133849 0.6730 0.6893 0.3968 4.284907 3.756776
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6801 0.6953 0.4049 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6493 0.6790 0.4022 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.025160 -0.468918 10.741749 1.488035 75.074552 0.733751 4.574081 -0.552690 0.6727 0.6974 0.3990 8.470090 7.426330
2459551 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.353635 -0.849256 -1.779299 -1.192540 -1.342902 -0.748871 0.103119 0.055434 0.6778 0.6967 0.3984 3.979542 3.424621
2459550 RF_maintenance - 99.18% 99.18% 0.00% - - nan nan nan nan nan nan nan nan 0.0420 0.0402 0.0009 nan nan
2459549 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.667070 -0.716507 1.601613 0.520599 -0.346035 -0.099159 -0.122982 -0.455456 0.6632 0.6828 0.4202 3.777532 3.609827
2459542 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.000731 -1.126142 0.584230 -1.019289 1.202086 0.732709 -0.050087 -0.059003 0.7252 0.7307 0.3728 3.725848 3.197925
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459540 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.397771 -0.758182 -1.862705 -1.021756 -0.864519 -0.968623 -0.319735 -0.489031 0.7324 0.7350 0.3567 3.666622 3.188497
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459535 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.052093 -0.740131 -1.660250 -0.968023 -1.807427 -0.527440 0.036221 -0.251222 0.7731 0.7608 0.3733 4.391640 3.568564
2459534 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.005448 -0.629433 -1.588880 -0.991912 -1.088594 -0.706573 0.269199 -0.297873 0.7632 0.7532 0.3609 9.924481 8.467830
2459533 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.996470 -0.558689 2.359271 0.675962 -0.057093 -0.077909 0.838834 -0.098837 0.6993 0.7136 0.4073 4.004054 3.368173
2459532 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.500448 -0.524367 3.157815 0.670178 0.621556 0.050574 -0.314056 -0.631324 0.7005 0.7148 0.4072 4.613610 3.625703
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.482085 0.331312 1.048947 -0.079686 1.223563 3.437401 6.048146 -0.702674 0.0337 0.0315 0.0028 nan nan
2459508 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.519728 -1.047986 0.709843 0.123321 -0.010506 0.293751 2.127638 -0.531399 0.9018 0.9329 0.2088 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.124872 -0.759893 6.358268 0.006193 -0.161884 0.999502 4.792788 0.469025 0.0655 0.0739 0.0029 1.060624 1.079549
2459503 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.422570 -0.675188 0.281586 1.082693 0.942079 0.666861 1.873758 -0.361099 0.8704 0.8620 0.4477 0.000000 0.000000
2459501 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.506363 -0.888734 -0.614737 1.096170 -0.760063 0.415954 0.673341 -1.032473 0.0930 0.1010 0.0071 0.000000 0.000000
2459500 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.002313 -0.676157 -0.520347 0.690612 -0.120718 0.898253 0.336425 -0.937115 0.0820 0.0987 0.0062 0.000000 0.000000
2459499 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.427015 -0.873891 -0.216273 0.754302 0.159516 1.462227 1.592187 -0.381986 0.0882 0.1134 0.0057 0.000000 0.000000
2459498 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.542149 -0.499404 -0.590956 0.856493 -0.129563 0.717898 1.845335 -0.682467 0.0856 0.1022 0.0077 0.000000 0.000000
2459497 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.340279 -0.463637 -0.654401 1.018368 0.162931 1.903257 0.680099 -0.507363 0.0964 0.1059 0.0086 0.000000 0.000000
2459496 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.231847 -0.808237 -0.403258 0.800137 0.490467 1.507135 0.677329 -0.656870 0.1035 0.1201 0.0085 0.000000 0.000000
2459495 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.048739 -0.615692 -0.194077 0.717127 0.557291 1.761953 0.628277 -0.754485 0.0952 0.1164 0.0082 0.000000 0.000000
2459494 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.013280 -0.712013 -0.084446 0.660501 1.373557 1.532379 2.401972 -0.267711 0.0943 0.1156 0.0076 0.000000 0.000000
2459492 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.264776 -0.300612 -1.118129 0.939702 -0.319163 -0.070692 4.753738 0.008684 0.0769 0.0861 0.0059 0.000000 0.000000
2459491 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.386959 -0.192385 -0.817802 0.742525 -0.635870 -0.151917 0.296781 0.831514 0.0877 0.0885 0.0050 0.000000 0.000000
2459490 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.066404 -0.854121 -0.220296 0.949016 4.175305 0.177818 1.954527 -0.341407 0.7355 0.8028 0.3597 0.000000 0.000000
2459489 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.361329 -0.590143 12.699576 0.876140 53.979541 1.103368 4.728186 -0.444487 0.7501 0.8093 0.3122 0.000000 0.000000
2459488 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.388630 -0.087034 4.311357 0.953997 4.689486 -0.028335 -0.802069 -0.621350 0.7558 0.8109 0.3392 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 157: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance nn Shape 0.769670 0.769670 -0.022786 0.488520 -0.132509 0.440475 -0.320462 -1.132964 0.349524

Antenna 157: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 0.873030 0.036266 -1.065859 0.264319 -1.270888 0.873030 -1.265814 0.114238 -0.190282

Antenna 157: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance nn Power 0.772078 0.466249 -0.211209 0.772078 0.311718 -0.109542 0.501122 -1.253383 0.536813

Antenna 157: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance nn Power 1.159791 -0.730175 -0.080432 0.330073 1.159791 -0.592942 -0.708673 0.386379 -1.209509

Antenna 157: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 4.984689 -0.265377 1.145582 -0.591256 4.155396 -0.284229 4.984689 -0.074437 -1.676329

Antenna 157: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance nn Temporal Discontinuties 0.298119 -0.439160 -0.423427 0.104924 0.087203 -0.281799 -0.481824 -1.299488 0.298119

Antenna 157: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance nn Power 0.123230 -0.298364 -1.016219 0.123230 -0.389293 0.082266 -0.851756 0.031376 -0.998670

Antenna 157: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 3.584174 -0.191743 0.956188 -0.356831 3.274585 -0.193551 3.584174 0.926399 -1.362465

Antenna 157: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 4.747301 0.559545 1.378794 -0.507265 4.440535 0.037419 4.747301 0.357289 -1.105983

Antenna 157: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 4.803925 1.450621 0.482968 4.803925 -0.569094 4.761674 -0.530862 -1.994426 0.192993

Antenna 157: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance nn Temporal Discontinuties 0.388628 -0.579644 -0.314814 0.084843 0.125310 -0.536917 -0.138980 -1.337887 0.388628

Antenna 157: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance nn Temporal Discontinuties 0.044416 -0.548584 -0.873464 0.040980 -0.208447 -0.456586 -0.671954 0.044416 -1.165017

Antenna 157: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 5.960562 0.491941 1.907616 -0.568866 5.960562 0.546697 4.359778 1.725848 -1.444329

Antenna 157: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 1.760980 -0.432834 -0.436039 1.760980 -0.253548 0.446386 -0.495904 -0.204672 -0.679296

Antenna 157: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 3.329319 0.260678 0.821646 -0.345521 3.329319 0.299169 2.882575 0.628612 -1.996188

Antenna 157: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 11.025592 1.357310 0.615399 4.952376 -0.611320 11.025592 1.681417 -2.144151 1.889917

Antenna 157: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance nn Temporal Discontinuties 1.023523 -1.094290 -0.335027 -0.921437 -0.083486 -1.552546 -0.292065 -0.760342 1.023523

Antenna 157: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 1.573164 0.135140 -0.096507 1.573164 0.094041 0.832450 0.036560 -1.309878 1.042440

Antenna 157: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 1.255092 -0.525110 -0.140398 -0.212376 1.255092 -0.454069 0.813091 0.448926 -1.178640

Antenna 157: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance nn Temporal Variability 1.395356 -0.056402 -0.678333 0.891335 0.014427 0.604143 1.395356 -0.275588 0.311870

Antenna 157: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 0.654366 -0.340191 -0.309729 0.654366 0.141316 0.160071 -0.191339 -1.175388 -0.002144

Antenna 157: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 0.418790 0.014369 -0.845844 0.191841 0.418790 -0.455382 -0.043189 -0.212717 -0.773144

Antenna 157: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 6.557766 0.658093 -0.265169 4.520069 -0.293983 6.557766 1.285798 0.286603 1.002690

Antenna 157: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 7.168219 1.796490 -0.148122 5.401699 -0.659621 7.168219 -0.321509 -0.584133 2.212802

Antenna 157: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 0.703035 -0.226847 -0.611431 0.703035 -0.009900 0.022144 -0.699449 -1.690363 0.041455

Antenna 157: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 2.653389 0.273147 -0.455856 2.653389 -0.102862 2.145553 -0.121391 -1.499170 0.254779

Antenna 157: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 1.938556 0.882051 0.165099 1.938556 -0.643879 1.263724 1.255798 0.397398 -1.067593

Antenna 157: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 Not Found ee Power 2.460169 0.818391 1.866749 -0.732006 2.460169 0.036912 0.001524 -1.400872 0.419614

Antenna 157: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 0.510128 -0.244585 -0.156172 0.167250 0.510128 -0.475398 -0.163730 0.287926 -1.607212

Antenna 157: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Discontinuties 13.702403 1.876313 0.366689 2.033461 -0.410065 -0.005934 0.061935 13.702403 3.739165

Antenna 157: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 157: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 2.514460 1.947869 0.248158 2.514460 -0.526248 -0.809641 1.454559 0.821256 -0.949829

Antenna 157: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 4.592813 1.875783 3.259687 -0.395567 4.592813 1.332395 -0.639558 -0.057153 2.482098

Antenna 157: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 4.306031 1.997106 1.079396 4.306031 0.053927 0.661976 1.572928 3.160564 -0.378928

Antenna 157: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 8.692104 1.776322 0.363425 8.692104 -0.201846 5.192830 1.471342 -1.395449 3.968835

Antenna 157: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 1.878099 -0.298968 0.479289 -0.195275 1.878099 -0.188140 1.486497 -0.229473 -1.342787

Antenna 157: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 2.413708 0.106571 1.316549 -0.628368 2.413708 0.285380 -0.173611 -0.781058 0.810503

Antenna 157: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 2.167847 0.069178 0.929438 -0.796475 2.167847 -0.458465 -0.465231 -1.018089 0.664378

Antenna 157: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 2.494414 0.580771 1.318730 -0.588021 2.494414 -0.854382 -0.076997 -0.907902 0.179721

Antenna 157: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 10.038044 -0.548305 1.545838 -0.294276 6.335751 0.002334 10.038044 0.378999 -1.356284

Antenna 157: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 2.332285 0.888105 0.187392 2.332285 -0.745895 0.404574 -0.490686 0.213498 -0.975555

Antenna 157: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 2.303536 0.404312 0.617595 -0.630806 2.303536 0.346113 -0.982398 -0.855474 0.405850

Antenna 157: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 1.697208 0.192205 0.387384 -0.656493 1.697208 0.519558 -0.321106 -0.732677 0.597078

Antenna 157: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 2.149492 0.492354 1.133149 -0.568866 2.149492 -0.164997 -0.751801 -0.968346 0.931774

Antenna 157: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 1.878781 0.191753 0.487824 -0.736257 1.878781 -0.692423 -0.574985 -1.022515 0.226873

Antenna 157: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 6.570832 2.026499 -0.554597 6.570832 -0.643804 6.178049 -0.561023 -2.022211 0.310639

Antenna 157: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 1.988883 0.279065 0.250856 1.988883 -0.543735 -0.792389 -0.736670 0.341934 -0.637593

Antenna 157: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance nn Temporal Variability 2.108024 0.250329 0.483323 -0.651970 1.840662 2.108024 -0.463936 -0.931832 0.340708

Antenna 157: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 2.649847 1.164759 0.367326 2.649847 -0.388048 0.564087 1.285068 2.453358 -0.955178

Antenna 157: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 1.739623 1.232836 0.278423 1.739623 -0.509509 -0.495125 0.354250 1.302095 -0.657925

Antenna 157: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 2.010702 0.775088 0.251983 2.010702 -0.579921 -0.581576 1.143135 0.980027 -0.663184

Antenna 157: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 7.621010 2.027467 -0.414333 7.497856 -0.477386 7.621010 -0.285250 -1.956345 0.457865

Antenna 157: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 2.524029 0.361953 1.294043 -0.551262 2.524029 0.501141 0.133300 -0.819589 1.157312

Antenna 157: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance nn Power inf 388.550475 388.659055 inf inf 2299.211068 2268.834589 9090.681432 9777.581360

Antenna 157: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 0.956578 -0.719334 0.421491 -0.846904 0.956578 -0.276415 -0.776781 -0.537039 0.110351

Antenna 157: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 1.424609 -0.661692 0.682698 -0.624689 1.424609 0.626826 -0.303846 -0.894311 0.466352

Antenna 157: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 8.168832 2.138169 -0.242591 8.052041 -0.327287 8.168832 -0.204333 -2.085505 2.009221

Antenna 157: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 0.342206 -1.012876 -0.406156 0.308091 -0.162335 0.215358 0.342206 -0.527000 0.261810

Antenna 157: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 97.305831 -1.098095 -0.533707 -0.266216 -0.451605 64.968897 97.305831 -0.694725 0.491268

Antenna 157: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 2.894223 0.115755 1.500433 -0.630789 2.894223 0.950579 -0.280779 -0.975815 2.451762

Antenna 157: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 4.350170 -0.390400 1.814029 -1.203871 4.350170 1.010763 0.786945 -1.937624 2.220205

Antenna 157: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 7.505721 -0.451349 -0.979877 7.505721 -0.616823 1.356955 0.626793 -1.637809 0.195309

Antenna 157: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 3.262697 -0.494091 -0.390367 -0.140257 3.262697 1.084154 0.868584 0.477985 -1.500908

Antenna 157: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Discontinuties 31.513477 26.500015 26.500015 24.584484 24.584484 20.142490 20.142490 31.513477 31.513477

Antenna 157: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance nn Temporal Discontinuties 2.450127 1.968162 1.968162 1.753292 1.753292 1.932152 1.932152 2.450127 2.450127

Antenna 157: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 0.753800 0.698916 0.698916 0.753800 0.753800 0.717790 0.717790 0.674491 0.674491

Antenna 157: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Temporal Variability 5.714212 -0.818739 2.361024 -0.859548 4.823444 -0.613482 5.714212 1.368607 -0.686148

Antenna 157: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Temporal Variability 8.672863 -0.958864 -0.799340 0.298354 -0.279036 8.672863 2.155323 -0.003944 0.033612

Antenna 157: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Power 3.679602 0.404919 -0.602361 3.679602 -0.177704 1.048416 0.135272 2.365454 0.488102

Antenna 157: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Power 8.620941 0.193561 0.110182 8.620941 -0.524889 0.179158 1.433766 -0.812976 3.549326

Antenna 157: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Power 9.327254 0.591744 -0.224618 9.327254 -0.304560 3.318472 -1.022631 -1.859317 1.540171

Antenna 157: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 157: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 157: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance nn Temporal Variability 13.527741 0.439495 0.655703 -0.730893 7.520108 13.527741 -0.200575 1.199392 -4.595465

Antenna 157: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Power 5.341536 -0.641569 0.333836 -0.709979 5.341536 1.162210 1.227110 2.247806 -0.184944

Antenna 157: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Power 4.859733 -0.302558 0.877072 -0.697822 4.859733 0.865862 1.251866 1.745793 -0.372986

Antenna 157: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Power 7.109131 0.695963 -0.758351 7.109131 -0.730811 0.593066 0.634874 -1.044140 0.327613

Antenna 157: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Power 7.744030 -0.506389 0.692440 0.131304 7.744030 0.957702 2.737734 1.475325 -1.990817

Antenna 157: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Power 6.616254 0.796992 -0.263623 6.616254 -0.614858 5.311348 1.458520 -1.535956 1.534481

Antenna 157: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Power 7.389385 -0.646792 0.949420 -0.812802 7.389385 0.533749 2.848225 0.923272 -1.416305

Antenna 157: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Temporal Variability 10.097025 2.392510 -0.703428 7.347849 -0.584813 10.097025 -0.246903 -1.615595 0.629503

Antenna 157: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Power 7.550065 -0.461102 0.804670 -0.485284 7.550065 0.549424 1.274568 0.341174 -0.578266

Antenna 157: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Temporal Variability 9.624498 -0.382997 1.818337 -0.755167 6.500296 0.226701 9.624498 0.990024 -1.885201

Antenna 157: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 157: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance nn Power 49.666625 7.275281 9.769695 49.666625 38.440631 2.062552 0.053237 -2.549943 3.235921

Antenna 157: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Temporal Variability 11.549916 1.847098 -0.472456 7.831606 -0.646267 11.549916 -0.579648 6.785995 0.385230

Antenna 157: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Power 7.677135 1.368297 -0.402885 7.677135 -0.842957 4.047979 -0.289203 -1.628514 1.127780

Antenna 157: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance nn Power 3.257165 2.050322 1.814314 1.220871 3.257165 3.126114 1.916695 -0.793343 -1.983106

Antenna 157: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Temporal Variability 18.952509 -0.385057 2.569309 -0.450633 12.074730 -0.361055 18.952509 1.074894 -0.945406

Antenna 157: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Power 8.753565 8.514230 -0.860139 8.753565 -0.931944 5.324506 4.418925 1.240326 -0.742488

Antenna 157: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance nn Temporal Discontinuties 1.437120 -0.382971 -0.921026 -0.913404 -0.270183 -0.178367 -1.111755 1.437120 0.787806

Antenna 157: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Temporal Discontinuties 1.843682 -0.880901 -0.510547 -0.839069 -0.773805 -0.877577 -0.046140 1.843682 1.157804

Antenna 157: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Temporal Discontinuties 2.796479 -0.577901 -0.873539 -1.047516 -0.703463 -0.331945 -1.223111 0.383291 2.796479

Antenna 157: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Temporal Discontinuties 5.399911 -0.994353 -0.071119 -0.903945 1.948033 -0.382465 5.347729 0.493656 5.399911

Antenna 157: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Temporal Discontinuties 0.792273 -0.777448 -1.112636 -1.068565 -0.441522 0.256601 -0.806785 0.403335 0.792273

Antenna 157: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Temporal Discontinuties 3.064792 -0.250458 -1.297756 -1.007490 -1.132412 0.013309 -0.977563 0.993120 3.064792

Antenna 157: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance ee Temporal Discontinuties 2.566890 -0.290298 -0.449905 -0.896788 -0.774999 -0.043872 0.930265 2.566890 -1.329247

Antenna 157: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance nn Temporal Discontinuties 675.021855 127.402586 52.997498 152.866558 109.989320 50.235069 45.046486 675.021855 382.178141

Antenna 157: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance nn Temporal Discontinuties 664.711704 67.102318 136.599924 148.881495 163.707828 40.042960 50.813872 541.057135 664.711704

Antenna 157: 2459651

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 12 RF_maintenance nn Power 229.534893 57.973360 145.549815 179.095710 229.534893 25.260933 36.827904 50.270128 81.215314